2 papers
cs.SE2026
SolidCoder: Bridging the Mental-Reality Gap in LLM Code Generation through Concrete Execution
Woojin Lee, Jin-Xia Huang
State-of-the-art code generation frameworks rely on mental simulation, where LLMs internally trace execution to verify correctness. We expose a fundamental limitation: the Mental-R…
cs.CL2026
Enhancing Automated Essay Scoring With Three Techniques: Two-Stage Fine-Tuning, Score Alignment, and Self-Training
Hongseok Choi, Serynn Kim, Wencke Liermann +2
Automated Essay Scoring (AES) plays a crucial role in education by providing scalable and efficient assessment tools. However, in real-world settings, the extreme scarcity of label…